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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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13,106 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
330138.037memocallmcp · ai-agentsAn MCP server that lets Claude Code recall the context of past conversations from any project on demand.2 stars · 1 forkNo one-command install · Source
330138.037daichi-kudo-llm-advisormcp · ai-agentsSecond-opinion responses from Gemini, GPT-4, and other LLMs for cross-model validation.2 stars · 1 forkNo one-command install · Source
330138.037viewmax-studio-mcpmcp · ai-agentsEnables Claude to generate AI videos using ViewMax Studio's video generation tools, including prompt and script creation, smart model selection, cost…2 stars · 1 forkNo one-command install · Source
330138.037cleo-compliance-skills-mcpmcp · ai-agentsCleo Skills MCP turns 45 production-grade product-compliance skills into a native MCP server. Cosmetics, food, electronics, toys, textiles…2 stars · 1 forkNo one-command install · Source
330138.037mcp-openai-images-audiomcp · ai-agentsExposes OpenAI's gpt-image-2 and gpt-image-1.5 to Claude Code as a single tool for generating, editing, or composing images with automatic model…2 stars · 1 forkNo one-command install · Source
330138.037mobile-e2e-mcpmcp · ai-agentsAI-safe mobile device control via MCP: a policy-guarded, session-oriented mobile automation harness for AI agents with 66 MCP tools and an Explorer…2 stars · 1 forkNo one-command install · Source
330138.037aplaceforallmystuff-pickaxemcp · ai-agentsAutomates Pickaxe platform management by enabling natural language control of AI agents, knowledge bases, user access, and analytics across multiple…2 stars · 1 forkNo one-command install · Source
330138.037triumsebas-unlimitedmcp · ai-agentsalso listed as unlimited-mcpDelegate coding and sysops tasks to cheaper agents or local LLMs via durable background job queues.2 stars · 1 forkNo one-command install · Source
330138.037enhanced-filesystem-mcpmcp · ai-agentsHigh-performance MCP server giving AI agents advanced filesystem and automation capabilities on Windows, with 26 tools across file I/O, search, Git…2 stars · 1 forkNo one-command install · Source
330138.037yatharthlakhera-google-drivemcp · ai-agentsDrive-focused Google Drive MCP server with mime-aware binary encoding and Claude.ai-compatible tool naming.2 stars · 1 forkNo one-command install · Source
330138.037mcp-guapmcp · ai-agentsMCP server for ГУАП's student portal enabling AI agents to manage tasks, materials, and reports.2 stars · 1 forkNo one-command install · Source
330138.037clean-process-endedmcp · ai-agentsLocal MCP server for safe inspection and dry-run cleanup of leftover subprocesses from AI coding agents, providing ownership-based classification and…2 stars · 1 forkNo one-command install · Source
330138.037mcp-server-woocommercemcp · ai-agentsMCP server for managing WooCommerce stores through AI assistants like Claude. Provides 101 tools covering products, orders, customers, coupons…2 stars · 1 forkNo one-command install · Source
330138.037stfade-mothmcp · ai-agentsA lightweight MCP server for structured bug-fix analysis and project-local verified fix memory for AI agents.2 stars · 1 forkNo one-command install · Source
330138.0370xadvait-team-managermcp · ai-agentsMongoDB-native MCP control plane for multi-agent orchestration with planning, routing, memory, and audit trails.2 stars · 1 forkNo one-command install · Source
330138.037paperclip-mcpmcp · ai-agentsMCP server that exposes the Paperclip control plane API as tools for Claude Code agents — manage issues, coordinate agents, post comments, and…2 stars · 1 forkNo one-command install · Source
330138.037webita-blender-codexmcp · ai-agentsCodex-focused MCP server bridging AI agents with Blender 3D for scene inspection, Python execution, viewport screenshots, and GLB exports.2 stars · 1 forkNo one-command install · Source
330138.037amemmcp · ai-agentsProvides persistent memory for AI coding tools, allowing them to remember corrections, decisions, and preferences across sessions and different tools.2 stars · 1 forkNo one-command install · Source
330138.037ark-forge-arkforge-mcpmcp · ai-agentsThird-party certifying proxy — sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and…2 stars · 1 forkNo one-command install · Source
330138.037antoniotf5-soul-mdmcp · ai-agentsValidate and generate SOUL.md agent identity files from Claude Desktop.2 stars · 1 forkNo one-command install · Source
330138.037yusufkucukates-prompt-optimizermcp · ai-agentsScore and rewrite prompts using a hybrid rule engine with optional Claude or OpenAI LLM enhancement.2 stars · 1 forkNo one-command install · Source
330138.037hoodtronik-ltx-trainermcp · ai-agentsOrchestrates LoRA, IC-LoRA, and full fine-tuning of the Lightricks LTX-2.3 video generation model from any MCP-compatible AI agent.2 stars · 1 forkNo one-command install · Source
330138.037agentic-adsmcp · ai-agentsGoogle AdSense for AI agents, enabling MCP server monetization by serving privacy-respecting contextual ads and earning 70% revenue share on clicks.2 stars · 1 forkNo one-command install · Source
330138.037andrewcorpdesing-coder-hiveclaudemcp · ai-agentsalso listed as hiveclaudeMulti-agent MCP broker for coordinating multiple Claude Code instances with shared state, task management, and file locking.2 stars · 1 forkNo one-command install · Source
330138.037michaelcecil-kimi-code-reviewmcp · ai-agentsConsults Kimi AI as an adversarial code reviewer within Claude Code sessions.2 stars · 1 forkNo one-command install · Source
330138.037agenttrustmcp · ai-agentsTrust layer for autonomous agents with A2A communication, cryptographic identity, and prompt injection detection.2 stars · 1 forkNo one-command install · Source
330138.037stateclimcp · ai-agentsState replay and self-debugging layer for AI agents with tracking, replay, undo, and checkpoint capabilities.2 stars · 1 forkNo one-command install · Source
330138.037solve-itmcp · ai-agentsMCP server that provides programmatic access to the SOLVE-IT digital forensics knowledge base, enabling LLMs to query, navigate, and search forensic…2 stars · 1 forkNo one-command install · Source
330138.037ruckus-virtual-smartzone-mcp-servermcp · ai-agentsMCP server for managing Ruckus vSZ wireless controllers, providing 52 tools across 12 modules to query and manage APs, WLANs, zones, clients, alarms…2 stars · 1 forkNo one-command install · Source
330138.037zym9863-modelscope-qwen-imagemcp · ai-agentsIntegrates with ModelScope's Qwen-Image model to generate images from text prompts, returning base64-encoded results with automatic format detection…2 stars · 1 forkNo one-command install · Source
330138.037mermaid-mcp-appmcp · ai-agentsRenders Mermaid diagrams in an interactive viewer with pan, zoom, and split-view source editing, enabling LLM hosts to create and edit diagrams…2 stars · 1 forkNo one-command install · Source
330138.037rjexile-sports-card-agentmcp · ai-agentsSports trading card pricing, market analysis, grading ROI, and player stats for NBA, NFL, and MLB.2 stars · 1 forkNo one-command install · Source
330138.037engram-memmcp · ai-agentsEnables persistent memory for AI agents, combining episodic and semantic memory with LLM reasoning, accessible via MCP.2 stars · 1 forkNo one-command install · Source
330138.037claude-orator-mcpmcp · ai-agentsAn MCP server for deterministic prompt optimization in Claude Code. Score prompts across 7 quality dimensions, auto-select from 11 Anthropic…2 stars · 1 forkNo one-command install · Source
330138.037shellsage-ai-mcp-server-boilerplatemcp · ai-agentsProduction-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration…2 stars · 1 forkNo one-command install · Source
330138.037oortonaut-task-graphmcp · ai-agentsalso listed as task-graph-mcpStructured agent task workflows with phases, dependency graphs, quality gates, and multi-agent coordination.2 stars · 1 forkNo one-command install · Source
330138.037openwebui-mcp-servermcp · ai-agentsConnects Claude to Open WebUI, enabling chat management, RAG knowledge bases, files, functions, and prompts directly from Claude.2 stars · 1 forkNo one-command install · Source
330138.037hammadxcm-daemon-osmcp · ai-agentsGives AI agents full computer-use control on macOS through the native accessibility tree, with a recipe system for repeatable workflows.2 stars · 1 forkNo one-command install · Source
330138.037claude-bridge-mcpmcp · ai-agentsAn MCP server that exposes your local Claude Code CLI over HTTP+SSE, enabling any MCP-compatible client to use your Claude Code MAX/PRO subscription…2 stars · 1 forkNo one-command install · Source
330138.037hotels-skillmcp · ai-agentsEnables real-time hotel search and pricing data from Booking.com for AI agents and Claude.2 stars · 1 forkNo one-command install · Source
330138.037monosketch-mcpmcp · ai-agentsAn MCP server that enables AI agents to create beautiful ASCII diagrams using Unicode box-drawing characters, with support for stateful canvas…2 stars · 1 forkNo one-command install · Source
330138.037flowise-mcpmcp · ai-agentsEnables AI agents to interact with Flowise instances for flow management, predictions, analysis, and more.2 stars · 1 forkNo one-command install · Source
330138.037mcp-registry-interfacemcp · ai-agentsMCP server for interfacing with the official Model Context Protocol registry. Enables Claude and other MCP clients to dynamically discover, browse…2 stars · 1 forkNo one-command install · Source
330138.037mac-vision-mcpmcp · ai-agentsAn MCP server that enables AI coding agents to capture screenshots of macOS windows and displays on demand, providing tools for window discovery and…2 stars · 1 forkNo one-command install · Source
330138.037agent-centralmcp · ai-agentsAgent Central for all the agents2 stars · 1 forkNo one-command install · Source
330138.037claude-code-output-styles-debuggingworkflow · ai-agentsA small set of output styles for debugging: root cause analysis and a systematic, methodical approach to fixing bugs in Claude Code.2 stars · 1 forkNo one-command install · Source
330138.037nicavcrm-memory-bankmcp · ai-agentsImplements a structured development workflow system with five operational modes (VAN, PLAN, CREATIVE, IMPLEMENT, REFLECT+ARCHIVE) that maintains…2 stars · 1 forkNo one-command install · Source
330138.037ipython-kernelmcp · ai-agentsAn MCP server that connects to existing IPython kernels, allowing Claude to execute code in a shared persistent environment with your IDE.2 stars · 1 forkNo one-command install · Source
330138.037robwilde-obsidianmcp · ai-agentsAutomatically captures Claude Code responses and saves them as structured markdown files in your Obsidian vault with configurable templates…2 stars · 1 forkNo one-command install · Source
330138.037swemo-mcpmcp · ai-agentsAn MCP server that provides tools for querying Swedish monetary-policy data from Sveriges Riksbank, including GDP, unemployment, CPI, and policy…2 stars · 1 forkNo one-command install · Source
330138.037ecnu3d-universal-image-generatormcp · ai-agentsProvides multi-provider image generation and transformation capabilities across Google Gemini, ZhipuAI, and Alibaba Bailian with automatic prompt…2 stars · 1 forkNo one-command install · Source
330138.037tejeda-contentfulmcp · ai-agentsEnables Claude to directly interact with Contentful CMS data by providing tools to fetch content types and entries, supporting content exploration…2 stars · 1 forkNo one-command install · Source
330138.037jasonmeverett-cloudera-ai-agent-studiomcp · ai-agentsProvides a bridge between Cloudera AI Agent Studio and external tools, enabling automated creation and management of multi-agent workflows with…2 stars · 1 forkNo one-command install · Source
330138.037smart-crypto-portfolio-managermcp · ai-agentsA sophisticated multi-agent system for intelligent cryptocurrency portfolio management using A2A communication2 stars · 1 forkNo one-command install · Source
330138.037jordy33-iot-home-automationmcp · ai-agentsEnables smart home automation with IoT device control and persistent memory for maintaining context across interactions through MQTT protocol2 stars · 1 forkNo one-command install · Source
330138.037exa-omgfluxmcp · ai-agentsProvides a bridge to OhMyGPT Flux image generation API, enabling high-quality image creation from text prompts with customizable parameters and cached…2 stars · 1 forkNo one-command install · Source
330138.037tosin2013-memory-cachemcp · ai-agentsImplements an efficient in-memory caching layer, reducing token consumption and optimizing repeated data access patterns in workflows.2 stars · 1 forkNo one-command install · Source
336136.190ai-skill-storemcp · ai-agentsAgent-first skill marketplace with USK (Universal Skill Kit) open standard. Search, evaluate, and install skills for AI agents across 7 platforms…918 installsNo commit datelisted No one-command install · Source
336235.555aigen-agent-tools-register-collaborate-buildmcp · ai-agentsAgent collaboration toolkit. Register agents, reputation ranks, service marketplace, agent-to-agent messaging.881 installsNo commit datelisted No one-command install · Source
336335.544health4aimcp · ai-agentsApple HealthKit → PostgreSQL sync + MCP server for Claude Code, Cursor, and Ollama. Open-source iOS app with reliable background sync…2 forksNo one-command install · Source
336335.544vesktopclaudebridgemcp · ai-agentsMCP server that lets Claude Code read Discord messages, attachments, and history directly from the Equicord/Vencord client over a local WebSocket…2 forksNo one-command install · Source
336335.544ollama-code-mcpmcp · ai-agentsAn MCP server that lets Claude Code delegate coding tasks such as code generation, review, refactoring, and test writing to a local Ollama instance…2 forksNo one-command install · Source
336335.544nitrostack-calculator-mcp-server-3mcp · ai-agentsA minimal MCP server template for learning NitroStack, providing calculator-focused tools, resources, and prompts with TypeScript and Zod validation.2 forksNo one-command install · Source
336335.544checkmarxmcp · ai-agentsThe Checkmarx Security MCP server bridges your AI assistant (Claude, Cursor, Copilot, etc.) with Checkmarx One's enterprise application security…2 forksNo one-command install · Source
336335.544buu-ai-3d-model-generatormcp · ai-agentsProvides a bridge to the Buu AI platform for generating 3D models from text prompts in various styles including Realistic, LowPoly, Voxel, and…2 forksNo one-command install · Source
336335.544spidergate-mcpmcp · ai-agentsMCP gateway bridging Claude Code with Google Calendar, Google Tasks, and GitHub for calendar/task management and GitHub operations via natural…2 forksNo one-command install · Source
336335.544grok-bridgemcp · ai-agentsEnables ChatGPT Desktop and Codex to delegate substantial work to a locally installed Grok Build agent. Supports consultations, background…2 forksNo one-command install · Source
336335.544gpt-controlmcp · ai-agentsEnables coding agents to request, track, and verify independent cross-model reviews with structured findings, attachment hashes, and provenance…2 forksNo one-command install · Source
336335.544asset-aware-mcpmcp · ai-agentsEnables AI agents to precisely retrieve and analyze PDF assets (tables, figures, sections) via MCP, with knowledge graph integration for medical…2 forksNo one-command install · Source
336335.544predev-architectmcp · ai-agentsGive your AI agents the architecture context they need to build complex systems correctly the first time2 forksNo one-command install · Source
336335.544tenable-mcp-servermcp · ai-agentsAn MCP server for Tenable Vulnerability Management and the Tenable One platform, enabling LLMs to query assets, vulnerabilities, scans, exposure…2 forksNo one-command install · Source
336335.544nano-banana-remote-mcp-servermcp · ai-agentsA remote MCP server that exposes Gemini image generation/editing as a custom connector for Claude, enabling image creation and editing from any chat…2 forksNo one-command install · Source
336335.544mohitsahoo-web-vulnerabilities-scannermcp · ai-agentsAI-powered penetration testing with 30+ security tools and Groq LLM analysis for OWASP Top 10 coverage.2 forksNo one-command install · Source
336335.544coserialmcp · ai-agentsEnables humans and AI agents to collaboratively control serial ports via MCP tools or Web UI, with real-time data sharing across all participants.2 forksNo one-command install · Source
336335.544bluebeam-mcpmcp · ai-agentsMCP server that exposes Bluebeam Revu 21 to Claude for PDF markup, document management, and layer control via Windows COM automation.2 forksNo one-command install · Source
336335.544agent-reach-mcpmcp · ai-agentsProvides 13 internet platforms as MCP tools for AI agents, enabling read, search, and interaction with services like web, YouTube, Twitter, and Reddit…2 forksNo one-command install · Source
336335.544obsidian-livesync-mcpmcp · ai-agentsProvides AI agents and LLM tools with direct read/write access to Obsidian LiveSync vaults via CouchDB, including full end-to-end encryption support.2 forksNo one-command install · Source
336335.544mixxx-mcpmcp · ai-agentsMCP server for Mixxx DJ software that enables AI agents to control transport, mixing, EQ, loops, hotcues, and effects in real time through MIDI and…2 forksNo one-command install · Source
336335.544anylogicple-mcpmcp · ai-agentsGenerates AnyLogic simulation models from natural-language prompts in Claude Code, allowing users to describe queueing systems, factories, or ERs and…2 forksNo one-command install · Source
336335.544eff-mcpmcp · ai-agentsEFF MCP server enables ethical analysis and refinement of user stories using the Ethics Filter Framework, providing scoring, harm clauses, and…2 forksNo one-command install · Source
336335.544erpnext-mcp-servermcp · ai-agentsThis MCP server connects ChatGPT to ERPNext, enabling AI-powered business analytics, report generation, and document management.2 forksNo one-command install · Source
336335.544limitless-mcpmcp · ai-agentsEnables AI agents to trade on Limitless prediction markets on Base via MCP, with tools for wallet management, market discovery, order placement, and…2 forksNo one-command install · Source
336335.5443cx-mcp-servermcp · ai-agentsAn MCP server that connects Claude to a 3CX Phone System (V20+), enabling user management, call monitoring, contact search, and forwarding…2 forksNo one-command install · Source
336335.544easy-jupyter-editor-mcpmcp · ai-agentsEnables AI agents to safely and structurally edit Jupyter Notebook (.ipynb) files by providing tools to read, edit, add, and delete cells without…2 forksNo one-command install · Source
336335.544disease-detection-mcp-servermcp · ai-agentsEnables plant disease detection through an MCP server powered by AI models, supporting deployment on Railway or local Claude Desktop.2 forksNo one-command install · Source
336335.544ai-distiller-mcpmcp · ai-agentsProvides filesystem access to Claude via the MCP protocol, enabling local file operations through natural language.2 forksNo one-command install · Source
336335.544deepseek-reasonermcp · ai-agentsIntegrates DeepSeek's R1 reasoning engine with Claude, enabling complex problem-solving through a tool that processes queries and formats reasoning…2 forksNo one-command install · Source
336335.544encoding-devopsmcp · ai-agentsAn MCP server that connects Claude to video encoding workflows, enabling smart error translation, real-time job analysis, and automated email drafting…2 forksNo one-command install · Source
339234.557fruitflies-agent-social-networkmcp · ai-agentsfruitflies.ai is a social network built exclusively for AI agents. Connect via MCP to register (with proof-of-work challenge), post updates, ask and…1,958 installsNo commit datelisted No one-command install · Source
339333.650sukl-mcpmcp · ai-agentsMCP server poskytující přístup k české databázi léčivých přípravků SÚKL (Státní ústav pro kontrolu léčiv). SUKL MCP Server implementuje Model Context…863 installsNo commit datelisted No one-command install · Source
339432.180ethersflow-mcp-servermcp · ai-agentsEnables AI agents to verify proposed actions through federated adversarial consensus among multiple LLMs, providing Ed25519-signed attestations to…2 starsNo one-command install · Source
339432.180openllmcmcp · ai-agentsUnified MCP server exposing the full OpenLLM gateway API (one tool per operation), semantic code/docs search, and cross-session memory.2 starsNo one-command install · Source
339432.180mcp-threatintelmcp · ai-agentsA threat intelligence MCP server for Claude Code that enables lookup of IOCs, threat feeds, breached credentials, CVEs, and dark web data.2 starsNo one-command install · Source
339432.180unityxclaudemcp · ai-agentsA local MCP server for Unity Editor that provides 20 editor tools to control scripts, scenes, components, assets, and builds.2 starsNo one-command install · Source
339432.180lucairnmcp · ai-agentsPseudonymizes personally identifiable information in prompts before sending to LLMs, with cryptographically signed compliance receipts per response.2 starsNo one-command install · Source
339432.180apprise-rmcpmcp · ai-agentsMCP server that enables agents to send tagged notifications through Apprise, run one-off URL sends, and check upstream health via stdio or streamable…2 starsNo one-command install · Source
339432.180beel-mcp-servermcp · ai-agentsEnables AI agents to issue, correct, and register legally compliant Spanish electronic invoices with AEAT VeriFactu, supporting F1/F2 types, R1–R5…2 starsNo one-command install · Source

Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.

Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.

Leaderboard · Armory